A hybrid on-line approach for predicting the energy consumption of electric buses based on vehicle dynamics and system identification

Y Pan, W Fang, Z Ge, C Li, C Wang, B Guo - Energy, 2024 - Elsevier
Energy consumption modeling for electric vehicles is conducive to achieving eco-driving
optimization and alleviating driver 'range anxiety'. However, it remains challenging due to …

Data-Driven Approach for Estimating Energy Consumption of Electric Buses under On-Road Operation Conditions

X Zhou, K An, W Ma - Journal of Transportation Engineering, Part A …, 2023 - ascelibrary.org
The transformation of diesel buses into battery-powered electric buses for public
transportation has become a global trend. The ability to evaluate the energy consumption of …

Energy consumption prediction of electric city buses using multiple linear regression

RM Sennefelder, R Martín-Clemente… - Energies, 2023 - mdpi.com
The widespread electrification of public transportation is increasing and is a powerful way to
reduce greenhouse gas (GHG) emissions. Using real-world driving data is crucial for vehicle …

Analysis and estimation of energy consumption of electric buses using real-world data

Z Zhang, B Ye, S Wang, Y Ma - Transportation Research Part D: Transport …, 2024 - Elsevier
With the increasing popularity of electric buses (EBs), accurate estimation of the trip-level
energy consumption of EBs has become increasingly essential. In this paper, an effective …

Electric vehicles' energy consumption estimation with real driving condition data

R Zhang, E Yao - Transportation Research Part D: Transport and …, 2015 - Elsevier
The use of electric vehicles (EVs) is viewed as an attractive option to reduce CO 2 emissions
and fuel consumption resulted from transport sector, but the popularization of EVs has been …

A Trip-Based Data-Driven Model for Predicting Battery Energy Consumption of Electric City Buses

Z Dabčević, B Škugor, I Cvok, J Deur - Energies, 2024 - mdpi.com
The paper presents a novel approach for predicting battery energy consumption in electric
city buses (e-buses) by means of a trip-based data-driven regression model. The model was …

Data-driven estimation of energy consumption for electric bus under real-world driving conditions

Y Chen, Y Zhang, R Sun - Transportation Research Part D: Transport and …, 2021 - Elsevier
Reliable and accurate estimation of an electric bus's instantaneous energy consumption is
critical in evaluating energy impacts of planning and control of electric bus operations. In this …

A vehicle-cloud collaboration strategy for remaining driving range estimation based on online traffic route information and future operation condition prediction

T Sun, Y Xu, L Feng, B Xu, D Chen, F Zhang, X Han… - Energy, 2022 - Elsevier
Due to the complexity of real driving and operating conditions of Battery Electric Vehicles, it
is challenging to accurately estimate the remaining driving range of the vehicle. Relying only …

Prediction of electric bus energy consumption with stochastic speed profile generation modelling and data driven method based on real-world big data

P Li, Y Zhang, Y Zhang, K Zhang - Applied Energy, 2021 - Elsevier
With increasing adoption of electric buses, an accurate and real-time electric bus energy
consumption (EBEC) prediction can significantly contribute to the battery capacity …

[PDF][PDF] Energy Consumption Prediction for Electric City Buses: Using Physics-Based Principles

CJJ Beckers - 2022 - research.tue.nl
DRIVEN by climate change, the present-day transportation sector is tran-sitioning to
electrically powered mobility. In this transition, the battery electric bus is a key solution that is …